{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ***Introduction to Radar Using Python and MATLAB***\n",
    "## Andy Harrison - Copyright (C) 2019 Artech House\n",
    "<br/>\n",
    "\n",
    "# Alpha Beta Gamma Filter\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Referring to Section 9.1.2, if the velocity is changing due to target acceleration, the alpha-beta filter needs to be extended to also include the acceleration.  This leads to the alpha-beta-gamma filter.   In this extension, the velocity is obtained from integrating the acceleration.  An equation for the acceleration must then be added to the state equations, and a third parameter, $\\gamma$, is chosen to apply adjustments to the new state estimates. Assuming the acceleration remains fixed over the time interval between measurements, the position is projected forward in time to predict its value at the next sampling time."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The Python sample code for the alpha beta gamma filter is given in Listing 9.2\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the start, step and end times (s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = 0.0\n",
    "\n",
    "end = 100.0\n",
    "\n",
    "step = 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the number of updates and create the time array with the `linspace` routine from `scipy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import linspace\n",
    "\n",
    "number_of_updates = round( (end - start) / step) + 1\n",
    "\n",
    "t, dt = linspace(start, end, number_of_updates, retstep=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial position (m), initial velocity (m/s) and initial acceleration (m/s/s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "initial_position = 1.3\n",
    "\n",
    "initial_velocity = 3.5\n",
    "\n",
    "initial_acceleration = 3.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the noise variance and the factors (alpha, beta) for the filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "noise_variance = 10.0\n",
    "\n",
    "alpha = 0.06\n",
    "\n",
    "beta = 0.0018\n",
    "\n",
    "gamma = 2.75e-5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the true position and velocity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "v_true = initial_velocity + initial_acceleration * t\n",
    "\n",
    "x_true = initial_position + initial_velocity * t + 0.5 * initial_acceleration * t ** 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the measurements using the random number routines from `scipy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import random, sqrt\n",
    "\n",
    "z = x_true + sqrt(noise_variance) * (random.rand(number_of_updates) - 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the state and create the empty filter estimates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "xk_1 = 0.0\n",
    "\n",
    "vk_1 = 0.0\n",
    "\n",
    "ak_1 = 0.0\n",
    "\n",
    "\n",
    "x_filt = []\n",
    "\n",
    "v_filt = []\n",
    "\n",
    "a_filt = []\n",
    "\n",
    "r_filt = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Perform the alpha-beta-gamma filtering"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loop over all measurements\n",
    "\n",
    "for zk in z:\n",
    "\n",
    "    # Predict the next state\n",
    "\n",
    "    xk = xk_1 + vk_1 * dt + 0.5 * ak_1 * dt ** 2\n",
    "\n",
    "    vk = vk_1 + ak_1 * dt\n",
    "\n",
    "    ak = ak_1\n",
    "\n",
    "\n",
    "    # Calculate the residual\n",
    "\n",
    "    rk = zk - xk\n",
    "\n",
    "\n",
    "    # Correct the predicted state\n",
    "\n",
    "    xk += alpha * rk\n",
    "\n",
    "    vk += beta / dt * rk\n",
    "\n",
    "    ak += 2.0 * gamma / dt ** 2 * rk\n",
    "\n",
    "\n",
    "    # Set the current state as previous\n",
    "\n",
    "    xk_1 = xk\n",
    "\n",
    "    vk_1 = vk\n",
    "\n",
    "    ak_1 = ak\n",
    "\n",
    "\n",
    "    x_filt.append(xk)\n",
    "\n",
    "    v_filt.append(vk)\n",
    "\n",
    "    a_filt.append(ak)\n",
    "\n",
    "    r_filt.append(rk)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Display the results of the alpha beta gamma filter using the `matplotlib` routines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "from numpy import ones_like\n",
    "\n",
    "\n",
    "# Set the figure size\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 10)\n",
    "\n",
    "\n",
    "\n",
    "# Position\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true, '', label='True')\n",
    "\n",
    "plt.plot(t, z, ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, x_filt, '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Alpha-Beta Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity\n",
    "    \n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, v_true, '', label='True')\n",
    "\n",
    "plt.plot(t, v_filt, '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Alpha-Beta Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Acceleration\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, initial_acceleration * ones_like(t), '', label='True')\n",
    "\n",
    "plt.plot(t, a_filt, '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Acceleration (m/s/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "\n",
    "\n",
    "# Residual\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, r_filt, '')\n",
    "\n",
    "plt.ylabel('Residual (m)', size=12)\n",
    "\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Alpha-Beta Filter', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)"
   ]
  }
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